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LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

@jensens
jensens / .Xresources
Last active March 1, 2021 09:53
config
i3-wm.bar.trayoutput: eDP-1
i3-wm.gaps.focus_follows_mouse: yes
i3-wm.program.files: /usr/bin/nemo
i3-wm.workspace.01.name: 1:<span font_desc='JetBrains Mono Medium 10'> 1 terminal </span>
i3-wm.workspace.02.name: 2:<span font_desc='JetBrains Mono Medium 10'> 2 web </span>
i3-wm.workspace.03.name: 3:<span font_desc='JetBrains Mono Medium 10'> 3 dev </span>
i3-wm.workspace.04.name: 4:<span font_desc='JetBrains Mono Medium 10'> 4 mail </span>
i3-wm.workspace.05.name: 5:<span font_desc='JetBrains Mono Medium 10'> 5 chat </span>
" Specify a directory for plugins
call plug#begin('~/.vim/plugged')
Plug 'neoclide/coc.nvim', {'branch': 'release'}
Plug 'scrooloose/nerdtree'
"Plug 'tsony-tsonev/nerdtree-git-plugin'
Plug 'Xuyuanp/nerdtree-git-plugin'
Plug 'tiagofumo/vim-nerdtree-syntax-highlight'
Plug 'ryanoasis/vim-devicons'
Plug 'airblade/vim-gitgutter'
@davecheney
davecheney / go1.0-vs-go1.11.txt
Created October 7, 2018 11:13
test/bench/go1 benchmark results
name old time/op new time/op delta
BinaryTree17 5.44s ± 2% 3.27s ± 2% -39.90% (p=0.000 n=20+19)
Fannkuch11 4.95s ± 2% 2.68s ± 2% -45.87% (p=0.000 n=20+20)
FmtFprintfEmpty 142ns ± 2% 49ns ± 3% -65.39% (p=0.000 n=20+18)
FmtFprintfFloat 765ns ± 2% 260ns ± 2% -66.02% (p=0.000 n=20+20)
FmtFprintfInt 341ns ± 2% 95ns ± 2% -72.08% (p=0.000 n=19+20)
FmtFprintfIntInt 554ns ± 2% 150ns ± 1% -72.95% (p=0.000 n=20+19)
FmtFprintfPrefixedInt 497ns ± 3% 178ns ± 3% -64.12% (p=0.000 n=20+20)
FmtFprintfString 466ns ± 2% 86ns ± 3% -81.54% (p=0.000 n=20+20)
FmtManyArgs 2.23µs ± 2% 0.59µs ± 1% -73.46% (p=0.000 n=20+17)
@mcattarinussi
mcattarinussi / gpg-ssh-setup.md
Last active May 9, 2026 16:20
A setup guide to use a personal gpg key for ssh authentication

GPG - SSH setup

Generating the master key

Here we create the master key. We want only Certify capability: we use the master key only to create the subkeys, Sign - Encrypt - Authenticate capabilities will be assigned to the subkeys.

Run the following command to start the master key generation process. Select the set your own capabilities creation process (type 8)

  ▶ gpg --full-generate-key --expert

gpg (GnuPG) 2.2.9; Copyright (C) 2018 Free Software Foundation, Inc.

@swalkinshaw
swalkinshaw / tutorial.md
Last active January 5, 2026 14:33
Designing a GraphQL API
@heroheman
heroheman / ranger-cheatsheet.md
Last active April 18, 2026 21:21
Ranger Cheatsheet

Ranger Cheatsheet

General

Shortcut Description
ranger Start Ranger
Q Quit Ranger
R Reload current directory
? Ranger Manpages / Shortcuts
@extremecoders-re
extremecoders-re / qemu-networking.md
Last active April 8, 2026 08:28
Setting up Qemu with a tap interface

Setting up Qemu with a tap interface

There are two parts to networking within QEMU:

  • The virtual network device that is provided to the guest (e.g. a PCI network card).
  • The network backend that interacts with the emulated NIC (e.g. puts packets onto the host's network).

Example: User mode network